{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gym\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from collections import defaultdict\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.style.use(\"ggplot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_value_function(V, title):\n",
    "    \"\"\"\n",
    "    Plots the value function as a surface plot.\n",
    "    \"\"\"\n",
    "    min_x = min(k[0] for k in V.keys())\n",
    "    max_x = max(k[0] for k in V.keys())\n",
    "    min_y = min(k[1] for k in V.keys())\n",
    "    max_y = max(k[1] for k in V.keys())\n",
    "\n",
    "    x_range = np.arange(min_x, max_x + 1)\n",
    "    y_range = np.arange(min_y, max_y + 1)\n",
    "    X, Y = np.meshgrid(x_range, y_range)\n",
    "\n",
    "    Z_noace = np.apply_along_axis(lambda _: V[(_[0], _[1], False)], 2, np.dstack([X, Y]))\n",
    "    Z_ace = np.apply_along_axis(lambda _: V[(_[0], _[1], True)], 2, np.dstack([X, Y]))\n",
    "    \n",
    "    def plot_surface(X, Y, Z, title=None):\n",
    "        fig = plt.figure(figsize=(20, 10), facecolor='white')\n",
    "\n",
    "        ax = fig.add_subplot(111, projection='3d')\n",
    "        surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n",
    "                               cmap=matplotlib.cm.coolwarm, vmin=-1.0, vmax=1.0)\n",
    "        ax.set_xlabel('Player sum')\n",
    "        ax.set_ylabel('Dealer showing')\n",
    "        ax.set_zlabel('Value')\n",
    "        if title: ax.set_title(title)\n",
    "        ax.view_init(ax.elev, -120)\n",
    "        ax.set_facecolor(\"white\")\n",
    "        fig.colorbar(surf)\n",
    "        plt.show()\n",
    "\n",
    "    plot_surface(X, Y, Z_noace, \"(No Usable Ace)\")\n",
    "    plot_surface(X, Y, Z_ace, \"(Usable Ace)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 100000/100000isode 5986/100000Episode 11915/100000Episode 16174/100000Episode 19661/100000Episode 20644/100000Episode 29233/100000Episode 52682/100000Episode 55079/100000Episode 56249/100000Episode 58075/100000Episode 59262/100000Episode 61650/100000Episode 62273/100000Episode 65252/100000Episode 72061/100000Episode 76856/100000Episode 84050/100000Episode 85249/100000Episode 91444/100000Episode 92642/100000Episode 93241/100000\r"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x186cb908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d81588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make(\"Blackjack-v0\")\n",
    "\n",
    "def simple_policy(state):\n",
    "    player_score, _, _ = state\n",
    "    return 0 if player_score >= 18 else 1\n",
    "\n",
    "def mc_firstvisit_prediction(policy, env, num_episodes, \n",
    "                             episode_endtime= 10, discount = 1.0):\n",
    "    r_sum = defaultdict(float)\n",
    "    r_count = defaultdict(float)\n",
    "    r_V = defaultdict(float)\n",
    "    \n",
    "    for i in range(num_episodes):\n",
    "        # print out the episodes rate for displaying.\n",
    "        episode_rate = int(40 * i / num_episodes)\n",
    "        print(\"Episode {}/{}\".format(i+1, num_episodes), end=\"\\r\")\n",
    "        sys.stdout.flush()\n",
    "            \n",
    "        # init the episode list and state\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "\n",
    "        # Generate an episode which including tuple(state, aciton, reward).\n",
    "        for j in range(episode_endtime):\n",
    "            action = policy(state)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done: break\n",
    "            state = next_state\n",
    "        \n",
    "        # first visit mc method\n",
    "        for k, data_k in enumerate(episode):\n",
    "            state_k = data_k[0]\n",
    "            G = sum([x[2] * np.power(discount, i) for i,x in enumerate(episode[k:])])\n",
    "            r_sum[state_k] += G\n",
    "            r_count[state_k] += 1.0\n",
    "            r_V[state_k] = r_sum[state_k] / r_count[state_k]\n",
    "    \n",
    "    return r_V\n",
    "\n",
    "v1 = mc_firstvisit_prediction(simple_policy, env, 100000)\n",
    "plot_value_function(v1, title=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 100000/100000=================================================================================Episode 29857/100000=======================Episode 31729/100000=========================Episode 33728/100000==========================Episode 35357/100000============================Episode 46181/100000====================================Episode 53281/100000==========================================Episode 54479/100000===========================================Episode 57677/100000==============================================Episode 58964/100000===============================================Episode 62273/100000=================================================Episode 63604/100000==================================================Episode 77047/100000=============================================================Episode 79654/100000===============================================================Episode 81053/100000================================================================Episode 83052/100000==================================================================Episode 91044/100000========================================================================Episode 94440/100000===========================================================================Episode 97838/100000==============================================================================Episode 99233/100000===============================================================================\r"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d7d5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15f7ac18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = env = gym.make(\"Blackjack-v0\")\n",
    "\n",
    "def simple_policy(state):\n",
    "    player_score, _, _ = state\n",
    "    return 0 if player_score >= 18 else 1\n",
    "\n",
    "def mc_everyvisit_prediction(policy, env, num_episodes, episode_endtime = 10, discount = 1.0):\n",
    "    r_sum = defaultdict(float)\n",
    "    r_count = defaultdict(float)\n",
    "    r_V = defaultdict(float)\n",
    "    \n",
    "    for i in range(num_episodes):\n",
    "        # print out the episodes rate for displaying.\n",
    "        episode_rate = int(80 * i / num_episodes)\n",
    "        print(\"Episode {}/{}\".format(i+1, num_episodes) + \"=\" * episode_rate, end=\"\\r\")\n",
    "        sys.stdout.flush()\n",
    "            \n",
    "        # init the episode list and state\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "\n",
    "        # Generate an episode which including tuple(state, aciton, reward).\n",
    "        for j in range(episode_endtime):\n",
    "            action = policy(state)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done: break\n",
    "            state = next_state\n",
    "        \n",
    "        # every visit mc method\n",
    "        for k, data_k in enumerate(episode):\n",
    "            state_k = data_k[0]\n",
    "            G = sum([x[2] * np.power(discount, i) for i,x in enumerate(episode)])\n",
    "            r_sum[state_k] += G\n",
    "            r_count[state_k] += 1.0\n",
    "            r_V[state_k] = r_sum[state_k] / r_count[state_k]\n",
    "    \n",
    "    return r_V\n",
    "\n",
    "v2 = mc_everyvisit_prediction(simple_policy, env, 100000)\n",
    "plot_value_function(v2, title=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(float,\n",
       "            {(4, 1, False): -0.25862068965517243,\n",
       "             (4, 1, True): 0.0,\n",
       "             (4, 2, False): -0.5853658536585366,\n",
       "             (4, 2, True): 0.0,\n",
       "             (4, 3, False): -0.2549019607843137,\n",
       "             (4, 3, True): 0.0,\n",
       "             (4, 4, False): -0.16,\n",
       "             (4, 4, True): 0.0,\n",
       "             (4, 5, False): -0.08108108108108109,\n",
       "             (4, 5, True): 0.0,\n",
       "             (4, 6, False): -0.06976744186046512,\n",
       "             (4, 6, True): 0.0,\n",
       "             (4, 7, False): 0.17647058823529413,\n",
       "             (4, 7, True): 0.0,\n",
       "             (4, 8, False): -0.23076923076923078,\n",
       "             (4, 8, True): 0.0,\n",
       "             (4, 9, False): -0.4,\n",
       "             (4, 9, True): 0.0,\n",
       "             (4, 10, False): -0.2958579881656805,\n",
       "             (4, 10, True): 0.0,\n",
       "             (5, 1, False): -0.5196078431372549,\n",
       "             (5, 1, True): 0.0,\n",
       "             (5, 2, False): -0.2804878048780488,\n",
       "             (5, 2, True): 0.0,\n",
       "             (5, 3, False): -0.37,\n",
       "             (5, 3, True): 0.0,\n",
       "             (5, 4, False): -0.36283185840707965,\n",
       "             (5, 4, True): 0.0,\n",
       "             (5, 5, False): -0.3333333333333333,\n",
       "             (5, 5, True): 0.0,\n",
       "             (5, 6, False): -0.19767441860465115,\n",
       "             (5, 6, True): 0.0,\n",
       "             (5, 7, False): 0.08888888888888889,\n",
       "             (5, 7, True): 0.0,\n",
       "             (5, 8, False): -0.15789473684210525,\n",
       "             (5, 8, True): 0.0,\n",
       "             (5, 9, False): -0.22580645161290322,\n",
       "             (5, 9, True): 0.0,\n",
       "             (5, 10, False): -0.3295774647887324,\n",
       "             (5, 10, True): 0.0,\n",
       "             (6, 1, False): -0.4482758620689655,\n",
       "             (6, 1, True): 0.0,\n",
       "             (6, 2, False): -0.23026315789473684,\n",
       "             (6, 2, True): 0.0,\n",
       "             (6, 3, False): -0.33858267716535434,\n",
       "             (6, 3, True): 0.0,\n",
       "             (6, 4, False): -0.32515337423312884,\n",
       "             (6, 4, True): 0.0,\n",
       "             (6, 5, False): -0.30201342281879195,\n",
       "             (6, 5, True): 0.0,\n",
       "             (6, 6, False): -0.23841059602649006,\n",
       "             (6, 6, True): 0.0,\n",
       "             (6, 7, False): -0.1643835616438356,\n",
       "             (6, 7, True): 0.0,\n",
       "             (6, 8, False): -0.25301204819277107,\n",
       "             (6, 8, True): 0.0,\n",
       "             (6, 9, False): -0.33098591549295775,\n",
       "             (6, 9, True): 0.0,\n",
       "             (6, 10, False): -0.3840947546531303,\n",
       "             (6, 10, True): 0.0,\n",
       "             (7, 1, False): -0.48826291079812206,\n",
       "             (7, 1, True): 0.0,\n",
       "             (7, 2, False): -0.22099447513812154,\n",
       "             (7, 2, True): 0.0,\n",
       "             (7, 3, False): -0.3723404255319149,\n",
       "             (7, 3, True): 0.0,\n",
       "             (7, 4, False): -0.2590909090909091,\n",
       "             (7, 4, True): 0.0,\n",
       "             (7, 5, False): -0.3314917127071823,\n",
       "             (7, 5, True): 0.0,\n",
       "             (7, 6, False): -0.0582010582010582,\n",
       "             (7, 6, True): 0.0,\n",
       "             (7, 7, False): -0.21025641025641026,\n",
       "             (7, 7, True): 0.0,\n",
       "             (7, 8, False): -0.2814070351758794,\n",
       "             (7, 8, True): 0.0,\n",
       "             (7, 9, False): -0.3415841584158416,\n",
       "             (7, 9, True): 0.0,\n",
       "             (7, 10, False): -0.41601049868766404,\n",
       "             (7, 10, True): 0.0,\n",
       "             (8, 1, False): -0.42971887550200805,\n",
       "             (8, 1, True): 0.0,\n",
       "             (8, 2, False): -0.1484375,\n",
       "             (8, 2, True): 0.0,\n",
       "             (8, 3, False): -0.06818181818181818,\n",
       "             (8, 3, True): 0.0,\n",
       "             (8, 4, False): -0.12653061224489795,\n",
       "             (8, 4, True): 0.0,\n",
       "             (8, 5, False): -0.20463320463320464,\n",
       "             (8, 5, True): 0.0,\n",
       "             (8, 6, False): -0.07488986784140969,\n",
       "             (8, 6, True): 0.0,\n",
       "             (8, 7, False): 0.0546218487394958,\n",
       "             (8, 7, True): 0.0,\n",
       "             (8, 8, False): -0.05150214592274678,\n",
       "             (8, 8, True): 0.0,\n",
       "             (8, 9, False): -0.22672064777327935,\n",
       "             (8, 9, True): 0.0,\n",
       "             (8, 10, False): -0.3125638406537283,\n",
       "             (8, 10, True): 0.0,\n",
       "             (9, 1, False): -0.3213213213213213,\n",
       "             (9, 1, True): 0.0,\n",
       "             (9, 2, False): 0.087248322147651,\n",
       "             (9, 2, True): 0.0,\n",
       "             (9, 3, False): 0.041666666666666664,\n",
       "             (9, 3, True): 0.0,\n",
       "             (9, 4, False): -0.03987730061349693,\n",
       "             (9, 4, True): 0.0,\n",
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